{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dft import DFT, DFTI, dft_python_model, complex_abs, nrsqrt, postproc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from data import open_sample"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DFT float implementation test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 16  # Window points\n",
    "M = 256  # Number of signal chunks\n",
    "x = np.float32(np.random.randint(-2047, 2048, size=(M, N), dtype=np.int32))\n",
    "\n",
    "fft_np_res = np.fft.fft(x)\n",
    "\n",
    "dft_res = np.zeros_like(fft_np_res)\n",
    "dft = DFT(N)\n",
    "for i in range(M):\n",
    "    dft_res[i] = dft.calc(x[i])\n",
    "\n",
    "np.allclose(fft_np_res, dft_res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DFT integer implementation test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean error = 0.074080%, Median error = 0.023118%\n"
     ]
    }
   ],
   "source": [
    "N = 16  # Window points\n",
    "M = 256  # Number of signal chunks\n",
    "np.random.seed(42)\n",
    "x = np.float32(np.random.randint(-2047, 2048, size=(M, N), dtype=np.int32))\n",
    "\n",
    "fft_np_res = np.fft.fft(x)\n",
    "\n",
    "dfti_res = np.zeros_like(fft_np_res)\n",
    "dfti = DFTI(N)\n",
    "for i in range(M):\n",
    "    dfti_res[i] = dfti.calc(x[i])\n",
    "\n",
    "err_percent = 100*np.abs(np.abs(fft_np_res) - np.abs(dfti_res))/np.abs(fft_np_res)\n",
    "print(\"Mean error = %f%%, Median error = %f%%\" % (np.mean(err_percent), np.median(err_percent)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Complex abs() implementation test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "N = 64\n",
    "np.random.seed(42)\n",
    "x_re = (np.random.randint(-32768, 32767, size=N, dtype=np.int32))\n",
    "x_im = (np.random.randint(-32768, 32767, size=N, dtype=np.int32))\n",
    "x = x_re + 1j * x_im\n",
    "res_ideal = np.uint16(np.sqrt(x.real**2 + x.imag**2))\n",
    "\n",
    "complex_abs_res = np.zeros(N, dtype=np.uint16)\n",
    "for i in range(N):\n",
    "    complex_abs_res[i] = complex_abs(x[i])\n",
    "\n",
    "print(np.allclose(res_ideal, complex_abs_res))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Non-restoring sqrt() implementation test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "N = 8192\n",
    "DATA_W = 32\n",
    "a = np.random.randint(0, 2**DATA_W, size=N, dtype=np.uint32)\n",
    "\n",
    "nrsqrt_res = np.zeros(N, dtype=np.uint16)\n",
    "for i in range(8192):\n",
    "    nrsqrt_res[i] = nrsqrt(a[i], DATA_W)\n",
    "\n",
    "np_res = np.uint16(np.sqrt(a))\n",
    "\n",
    "print(np.allclose(nrsqrt_res, np_res))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Verilog DFT module demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Open data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "RES = open_sample()\n",
    "n = len(RES)\n",
    "tRaw = [x/64.0 for x in range(n)]\n",
    "Nmax = int(n/2)\n",
    "f = [x*64.0/n for x in range(n)]\n",
    "FFT = np.fft.fft(RES)\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(15, 5))\n",
    "\n",
    "axes[0].plot(tRaw, RES)\n",
    "plt.xlabel('Time in microseconds')\n",
    "\n",
    "axes[1].plot(f[10:Nmax], np.abs(FFT)[10:Nmax])\n",
    "plt.xlabel('Freq in MHz')\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.title(\"Demo data\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  NumPy envelope extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def env256_np(data):\n",
    "    n = len(data)\n",
    "    N = 256\n",
    "    fDebut = 1\n",
    "    widthFreqWindow = 3\n",
    "    w = int(n/N)\n",
    "    envSeg = []\n",
    "    tSeg = [x*128.0/N for x in range(N)]\n",
    "\n",
    "    for k in range(N):\n",
    "        FFT = np.fft.fft(data[(k*w):(((k+1)*w))])\n",
    "        envSeg.append(0.125*0.5*np.sum(np.abs(FFT[fDebut:fDebut+widthFreqWindow])))\n",
    "    return envSeg\n",
    "\n",
    "env256_np_seg = env256_np(RES)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Python DFT module envelope extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def env256_dft_py(data):\n",
    "    N = 256\n",
    "    n = len(data)\n",
    "    data_arr = np.array(data).reshape(N, -1)    \n",
    "    envSeg = dft_python_model(data_arr)\n",
    "    return list(envSeg)\n",
    "\n",
    "env256_dft_py_seg = env256_dft_py(RES)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Verilog DFT module envelope extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def open_verilog_demo_out(filename='../sim/tb/tb_demo_out.mem'):\n",
    "    with open(filename) as mem_file:\n",
    "        raw_lines = mem_file.readlines()\n",
    "    data = [int(i, 16) for i in raw_lines if \"//\" not in i]\n",
    "    return data\n",
    "        \n",
    "env256_dft_vlog_seg = open_verilog_demo_out()\n",
    "# Check if Python behavioral model and verilog results are the same\n",
    "np.allclose(env256_dft_py_seg, env256_dft_vlog_seg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "RES_Scaled = 1.5*np.array(RES)\n",
    "tRaw_scaled = np.array(tRaw) - 0.25\n",
    "N=256\n",
    "tSeg = [x*128.0/N for x in range(N)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-50, 700)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "plt.plot(tRaw_scaled, RES_Scaled, label='Raw RF')\n",
    "plt.plot(tSeg, (env256_np_seg), label='Extraction via Numpy FFT')\n",
    "plt.plot(tSeg, (env256_dft_py_seg), label='Extraction via DFT Python')\n",
    "plt.plot(tSeg, (env256_dft_vlog_seg), label='Extraction via DFT Verilog')\n",
    "plt.plot(tSeg, np.zeros(len(tSeg)))\n",
    "plt.title(\"Enveloppe extraction\")\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n",
    "plt.title(\"\")\n",
    "plt.xlim(38, 50)\n",
    "plt.ylim(-50, 700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(tRaw_scaled, RES_Scaled, label='Raw RF', alpha=0.3)\n",
    "plt.plot(tSeg, (env256_np_seg), label='Extraction via Numpy FFT')\n",
    "plt.plot(tSeg, (env256_dft_py_seg), label='Extraction via DFT Python')\n",
    "plt.plot(tSeg, (env256_dft_vlog_seg), label='Extraction via DFT Verilog')\n",
    "plt.title(\"Enveloppe extraction\")\n",
    "plt.plot(tSeg, np.zeros(len(tSeg)))\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n",
    "plt.title(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-10, 120)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "plt.plot(tRaw_scaled, RES_Scaled, label='Raw RF', alpha=0.5)\n",
    "plt.plot(tSeg, np.zeros(len(tSeg)))\n",
    "plt.plot(tSeg, (env256_np_seg), label='Extraction via Numpy FFT')\n",
    "plt.plot(tSeg, (env256_dft_py_seg), label='Extraction via DFT Python')\n",
    "plt.plot(tSeg, (env256_dft_vlog_seg), label='Extraction via DFT Verilog')\n",
    "plt.title(\"Enveloppe extraction\")\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0.)\n",
    "plt.title(\"\")\n",
    "plt.xlim(80, 90)\n",
    "plt.ylim(-10, 2*60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## File generation for testbenches"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_dft_core"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 16  # Window points\n",
    "M = 256  # Number of signal chunks\n",
    "np.random.seed(42)\n",
    "x = np.float32(np.random.randint(-2048, 2047, size=(M, N), dtype=np.int32))\n",
    "\n",
    "fft_np_res = np.fft.fft(x)\n",
    "\n",
    "dfti_res = np.zeros_like(fft_np_res)\n",
    "dfti = DFTI(N)\n",
    "for i in range(M):\n",
    "    dfti_res[i] = dfti.calc(x[i])\n",
    "\n",
    "with open('../sim/tb/tb_dft_core_in.mem', 'w') as mem_file:\n",
    "    for val in np.int32(x.flatten()):\n",
    "            mem_file.write('%s\\n' % str(hex(val & 0xFFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_dft_core_out_re.mem', 'w') as mem_file:\n",
    "    for val in np.int32(dfti_res.real[:, 1:4]).flatten():\n",
    "            mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])\n",
    "            \n",
    "with open('../sim/tb/tb_dft_core_out_im.mem', 'w') as mem_file:\n",
    "    for val in np.int32(dfti_res.imag[:, 1:4]).flatten():\n",
    "            mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_dft_sqrt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 256\n",
    "np.random.seed(42)\n",
    "x = (np.random.randint(0, 2**32, size=N, dtype=np.uint32))\n",
    "\n",
    "sqrt_res = np.zeros(N, dtype=np.uint16)\n",
    "for i in range(N):\n",
    "    sqrt_res[i] = nrsqrt(x[i])\n",
    "\n",
    "with open('../sim/tb/tb_dft_sqrt_in.mem', 'w') as mem_file:\n",
    "    for val in x:\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0xFFFFFFFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_dft_sqrt_out.mem', 'w') as mem_file:\n",
    "    for val in sqrt_res:\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_dft_complex_abs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 256*3\n",
    "np.random.seed(42)\n",
    "x_re = (np.random.randint(-32768, 32767, size=N, dtype=np.int32))\n",
    "x_im = (np.random.randint(-32768, 32767, size=N, dtype=np.int32))\n",
    "x = x_re + 1j * x_im\n",
    "\n",
    "complex_abs_res = np.zeros(N, dtype=np.uint16)\n",
    "for i in range(N):\n",
    "    complex_abs_res[i] = complex_abs(x[i])\n",
    "\n",
    "with open('../sim/tb/tb_dft_complex_abs_in_re.mem', 'w') as mem_file:\n",
    "    for val in np.int16(x.real):\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_dft_complex_abs_in_im.mem', 'w') as mem_file:\n",
    "    for val in np.int16(x.imag):\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_dft_complex_abs_out.mem', 'w') as mem_file:\n",
    "    for val in complex_abs_res:\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_dft_postproc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = 256\n",
    "N = 16\n",
    "np.random.seed(42)\n",
    "x_re = (np.random.randint(-32768, 32767, size=(M, N), dtype=np.int32))\n",
    "x_im = (np.random.randint(-32768, 32767, size=(M, N), dtype=np.int32))\n",
    "x = x_re + 1j * x_im\n",
    "\n",
    "postproc_res = postproc(x)\n",
    "\n",
    "with open('../sim/tb/tb_dft_postproc_in_re.mem', 'w') as mem_file:\n",
    "    for val in np.int16(x[:, 1:4].real.flatten()):\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_dft_postproc_in_im.mem', 'w') as mem_file:\n",
    "    for val in np.int16(x[:, 1:4].imag.flatten()):\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0xFFFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_dft_postproc_out.mem', 'w') as mem_file:\n",
    "    for val in postproc_res:\n",
    "        mem_file.write('%s\\n' % str(hex(val & 0x7FFF))[2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_dft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 32  # Window points\n",
    "M = 256  # Number of signal chunks\n",
    "np.random.seed(42)\n",
    "x = np.float32(np.random.randint(-2048, 2047, size=(M, N), dtype=np.int32))\n",
    "res = dft_python_model(x)\n",
    "\n",
    "with open('../sim/tb/tb_dft_in.mem', 'w') as mem_file:\n",
    "    for val in np.int32(x.flatten()):\n",
    "            mem_file.write('%s\\n' % str(hex(val & 0xFFF))[2:])\n",
    "\n",
    "with open('../sim/tb/tb_dft_out.mem', 'w') as mem_file:\n",
    "    for val in res:\n",
    "            mem_file.write('%s\\n' % str(hex(val & 0x7FFF))[2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### tb_demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../sim/tb/tb_demo_in.mem', 'w') as mem_file:\n",
    "    for val in RES:\n",
    "            mem_file.write('%s\\n' % str(hex(val & 0xFFF))[2:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Twiddle ROM files generator for RTL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_mem_file(n, freq_parts, prefix=\"./\"):\n",
    "    dfti = DFTI(n)\n",
    "    twiddles_float = [np.exp(2j * np.pi * i / n) for i in freq_parts]\n",
    "    twiddles = np.zeros(len(freq_parts), dtype=DFTI.complex_int32)\n",
    "    for i, tw in enumerate(twiddles_float):\n",
    "        twiddles[i] = dfti.twiddle_conv(tw)\n",
    "    with open(prefix + '/' + 'dft_twiddle_re_%d.mem' % n, 'w') as mem_file:\n",
    "        for tw in twiddles:\n",
    "            mem_file.write('%s\\n' % str(hex((tw['re']) & 0xFFFF))[2:])\n",
    "    with open(prefix + '/' + 'dft_twiddle_im_%d.mem' % n, 'w') as mem_file:\n",
    "        for tw in twiddles:\n",
    "            mem_file.write('%s\\n' % str(hex((tw['im']) & 0xFFFF))[2:])\n",
    "\n",
    "for i in [8, 16, 32]:\n",
    "    gen_mem_file(i, [1,2,3], \"../rtl/mem_files\")"
   ]
  }
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